Linear Regression Courses and Certifications

NPTEL-NOC IITM

Classical Linear Regression Model - Part 2

Explore advanced concepts of classical linear regression, including model assumptions, parameter estimation, and statistical inference techniques.

• YouTube
• 32 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Simple Linear Regression Model Building

Build a simple linear regression model by loading data, exploring its structure, and fitting a regression line, with a comprehensive model summary.

• YouTube
• 12 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Simple Linear Regression Model Assessment - Continued

Assess simple linear regression models through continued exploration of key concepts and techniques for evaluating model performance and validity.

• YouTube
• 14 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Linear Regression

Explore linear regression concepts, techniques, and applications for data analysis and predictive modeling.

• YouTube
• 41 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Classical Linear Regression Model - Part 4

Explore advanced concepts in classical linear regression, focusing on model interpretation, diagnostics, and practical applications in statistical analysis.

• YouTube
• 28 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Classical Linear Regression Model - Part 3

Explore advanced concepts of classical linear regression, including model assumptions, estimation techniques, and statistical inference for robust data analysis.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Great Learning

Linear Regression Analysis - Linear Regression Python - Machine Learning

In this tutorial, we have covered all the topics such as, What is Linear Regression, Single Linear Regression, What are its advantages and much more, that will help you to understand this concept with ease.

• YouTube
• 50 minutes
• On-Demand
• Free Video

Great Learning

Linear Regression in Python - Machine Learning - Linear Regression Algorithm

Comprehensive tutorial on linear regression, covering simple and multiple regression with Excel and Python implementations. Includes step-by-step examples and practical applications in data analysis.

• YouTube
• 2 hours 3 minutes
• On-Demand
• Free Video

DigitalSreeni

Linear Regression Using Sci-Kit Learn in Python

Learn to implement linear regression using Sci-Kit Learn in Python, from data import to model creation, evaluation, and prediction. Hands-on coding with real-world data.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Python Simplified

Linear Regression Algorithm with Code Examples - Machine Learning for Beginners

Master linear regression fundamentals through practical examples, from basic coordinate predictions to multi-feature analysis, using both mathematical calculations and Python code implementation.

• YouTube
• 10 minutes
• On-Demand
• Free Video

Regression Models

33 reviews

Explore linear and generalized regression models, covering least squares, multivariable analysis, diagnostics, and applications in data science. Learn to interpret results and select appropriate models.

• Coursera
• 54 hours
• On-Demand
• Paid Course

Chemometrics & Machine Learning in Copenhagen

Linear Regression with One X-Variable - Lecture 21

Explore simple linear regression using R, learning its powerful applications and detailed implementation in data analysis.

• YouTube
• 35 minutes
• On-Demand
• Free Video

AnalystPrep

Linear Regression - FRM Part 1 2025 Book 2 Chapter 7

Master linear regression fundamentals for FRM Part 1: OLS estimation, hypothesis testing, confidence intervals, and key assumptions with practical applications.

• YouTube
• 59 minutes
• On-Demand
• Free Video

UofU Data Science

Linear Regression: Least Mean Squares Method and Gradient Descent - Lecture 10

Master linear regression through least mean squares method, exploring loss function minimization and gradient descent techniques for effective machine learning implementation.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

UofU Data Science

Linear Regression and Least Mean Square Method - Lecture 11

Master linear regression fundamentals through least mean square method, loss function minimization, and gradient descent techniques for practical machine learning applications.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video